AI training should prepare a person for a real job decision, not simply tour a product's features. A drafter, reviewer, and workflow owner need different practice because they carry different responsibilities after the class. Give each role an approved input, expected action, review check, and a clear reason to stop or escalate. Practice plausible answers with missing facts, not only polished successes. Later, ask staff to complete a fresh example without coaching. Keep a short job aid available. Judge training by safer task performance, rather than the number of features presented. Original article explainer. AI-assisted conceptual illustration and neural narration; original synthesized music. Not a human recording or customer result.